A straight forward way of combining , , and is to
maximize the total objective function

(4)

where
are positive constants
determining the relative weighting of the opposing error
terms.
Maximization of (4)
tends to force the representational units to take
on binary values that maximize
independence in addition to minimizing the
reconstruction error3.